Deployments

Paperspace Deployments are containers-as-a-service that allow you to run container images and serve machine learning models using a high-performance, low-latency service with a RESTful API.

Getting Started

Quickstarts and intermediate tutorials to get started.

How-Tos

How to accomplish specific tasks in detail, like creation/deletion, configuration, and management.

Reference

CLI and SDK documentation for Deployments, including example requests and available parameters, and other reference information like deployment spec and autoscaling.

Concepts

Explanations and definitions of core concepts in Deployments.

Details

Features, plans and pricing, availability, limits, known issues, and more.

Support

Get help with technical support and answers to frequently asked questions.

Latest Updates

15 May 2024

• A new API for managing Paperspace resources is now available. The API provides:

  • A unified and predictable endpoint schema

  • Improved performance and scalability

  • Documented support for API endpoints

  We have deprecated the legacy Gradient and Core API endpoints, so they are now unavailable for Paperspace users. Applications must use the new API to retain functionality. You can submit a support ticket for questions or assistance.

21 December 2023

• Gradient Deployments can now be created with secured endpoints using basic access authentication encoded tokens. For more information, see Endpoint Security.

• We have released an updated Container Registry experience to give customers enhanced management of their private registries. This includes additional features to add, validate, and edit containers, as well as changes to ensure Gradient Deployments with containers start successfully. For more information, see Manage Containers.

14 December 2023

• Paperspace changes are now tracked through DigitalOcean’s release notes. See Paperspace changelog for the new Paperspace products and features released prior to 14 December 2023.

For more information, see all Deployments release notes.